Data Profile

Dataset statistics

Number of variables	21
Number of observations	10049
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	14
Duplicate rows (%)	0.1%
Total size in memory	1.6 MiB
Average record size in memory	168.0 B

Variable types

Numeric	16
Categorical	4
Text	1

Alerts

Dataset has 14 (0.1%) duplicate rows	Duplicates
`amt_credit` is highly overall correlated with `amt_goods_price`	High correlation
`amt_goods_price` is highly overall correlated with `amt_credit`	High correlation
`credit_agency_3_rating` is highly overall correlated with `days_credit`	High correlation
`days_credit` is highly overall correlated with `credit_agency_3_rating`	High correlation
`remaining_installment` is highly overall correlated with `buro_max_amt_instalment`	High correlation
`buro_avg_amt_instalment` is highly overall correlated with `buro_max_amt_instalment`	High correlation
`buro_max_amt_instalment` is highly overall correlated with `remaining_installment` and 1 other fields	High correlation
`days_birth` is highly overall correlated with `days_employed`	High correlation
`days_employed` is highly overall correlated with `days_birth`	High correlation
`name_contract_type` is highly imbalanced (54.7%)	Imbalance
`target` is highly imbalanced (60.7%)	Imbalance
`sk_id_curr` is uniformly distributed	Uniform
`credit_agency_1_rating` has 5677 (56.5%) zeros	Zeros
`credit_agency_3_rating` has 2007 (20.0%) zeros	Zeros
`days_credit` has 1452 (14.4%) zeros	Zeros
`days_credit_enddate` has 1523 (15.2%) zeros	Zeros
`remaining_installment` has 556 (5.5%) zeros	Zeros
`buro_avg_amt_instalment` has 475 (4.7%) zeros	Zeros
`buro_max_amt_instalment` has 475 (4.7%) zeros	Zeros

Reproduction

Analysis started	2023-09-04 05:12:52.109216
Analysis finished	2023-09-04 05:13:27.893561
Duration	35.78 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

sk_id_curr
Real number (ℝ)

UNIFORM

Distinct	10000
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1004975.2

Minimum	1000000
Maximum	1009999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	1000000
5-th percentile	1000453.4
Q1	1002463
median	1004975
Q3	1007487
95-th percentile	1009496.6
Maximum	1009999
Range	9999
Interquartile range (IQR)	5024

Descriptive statistics

Standard deviation	2900.6641
Coefficient of variation (CV)	0.0028863041
Kurtosis	-1.2005964
Mean	1004975.2
Median Absolute Deviation (MAD)	2512
Skewness	0.00044201906
Sum	1.0098996 × 10¹⁰
Variance	8413852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000017	5	< 0.1%
1000014	5	< 0.1%
1000015	5	< 0.1%
1000016	5	< 0.1%
1000018	5	< 0.1%
1000019	5	< 0.1%
1000020	5	< 0.1%
1000027	4	< 0.1%
1000021	4	< 0.1%
1000022	4	< 0.1%
Other values (9990)	10002	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000000	1	< 0.1%
1000001	1	< 0.1%
1000002	1	< 0.1%
1000003	1	< 0.1%
1000004	1	< 0.1%
1000005	1	< 0.1%
1000006	1	< 0.1%
1000007	1	< 0.1%
1000008	1	< 0.1%
1000009	1	< 0.1%

Value	Count	Frequency (%)
1009999	1	< 0.1%
1009998	1	< 0.1%
1009997	1	< 0.1%
1009996	1	< 0.1%
1009995	1	< 0.1%
1009994	1	< 0.1%
1009993	1	< 0.1%
1009992	1	< 0.1%
1009991	1	< 0.1%
1009990	1	< 0.1%

amt_credit
Real number (ℝ)

HIGH CORRELATION

Distinct	1833
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	593657.24

Minimum	45000
Maximum	2695500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	45000
5-th percentile	136270.8
Q1	270000
median	508496
Q3	808650
95-th percentile	1350000
Maximum	2695500
Range	2650500
Interquartile range (IQR)	538650

Descriptive statistics

Standard deviation	399553.26
Coefficient of variation (CV)	0.67303695
Kurtosis	1.6280948
Mean	593657.24
Median Absolute Deviation (MAD)	249786
Skewness	1.2132242
Sum	5.9656616 × 10⁹
Variance	1.5964281 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
450000	302	3.0%
225000	286	2.8%
675000	275	2.7%
180000	244	2.4%
270000	231	2.3%
900000	200	2.0%
545040	141	1.4%
808650	132	1.3%
254700	130	1.3%
135000	128	1.3%
Other values (1823)	7980	79.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45000	9	0.1%
47970	3	< 0.1%
49500	1	< 0.1%
50940	16	0.2%
52128	4	< 0.1%
53910	1	< 0.1%
54504	1	< 0.1%
56880	1	< 0.1%
57339	1	< 0.1%
57564	1	< 0.1%

Value	Count	Frequency (%)
2695500	1	< 0.1%
2517300	5	< 0.1%
2447940	2	< 0.1%
2428200	1	< 0.1%
2410380	1	< 0.1%
2395920	1	< 0.1%
2356920	1	< 0.1%
2295000	1	< 0.1%
2286210	1	< 0.1%
2254500	1	< 0.1%

amt_goods_price
Real number (ℝ)

HIGH CORRELATION

Distinct	366
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	533514.3

Minimum	45000
Maximum	2295000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	45000
5-th percentile	135000
Q1	234000
median	450000
Q3	679500
95-th percentile	1282500
Maximum	2295000
Range	2250000
Interquartile range (IQR)	445500

Descriptive statistics

Standard deviation	366402.95
Coefficient of variation (CV)	0.68677251
Kurtosis	2.1085236
Mean	533514.3
Median Absolute Deviation (MAD)	225000
Skewness	1.3293503
Sum	5.3612852 × 10⁹
Variance	1.3425112 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
225000	860	8.6%
450000	816	8.1%
675000	797	7.9%
900000	487	4.8%
270000	379	3.8%
180000	357	3.6%
454500	306	3.0%
1125000	281	2.8%
135000	273	2.7%
315000	177	1.8%
Other values (356)	5316	52.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45000	39	0.4%
49500	2	< 0.1%
54000	5	< 0.1%
58500	11	0.1%
63000	1	< 0.1%
67500	48	0.5%
72000	4	< 0.1%
76500	9	0.1%
81000	17	0.2%
85500	5	< 0.1%

Value	Count	Frequency (%)
2295000	1	< 0.1%
2254500	3	< 0.1%
2250000	24	0.2%
2245500	1	< 0.1%
2236500	1	< 0.1%
2182500	1	< 0.1%
2160000	1	< 0.1%
2070000	1	< 0.1%
1984500	4	< 0.1%
1930500	1	< 0.1%

credit_agency_1_rating
Real number (ℝ)

ZEROS

Distinct	4318
Distinct (%)	43.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.21932555

Minimum	0
Maximum	0.929394
Zeros	5677
Zeros (%)	56.5%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.45961
95-th percentile	0.7713772
Maximum	0.929394
Range	0.929394
Interquartile range (IQR)	0.45961

Descriptive statistics

Standard deviation	0.28569641
Coefficient of variation (CV)	1.3026134
Kurtosis	-0.77322903
Mean	0.21932555
Median Absolute Deviation (MAD)	0
Skewness	0.86309243
Sum	2204.0024
Variance	0.081622438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5677	56.5%
0.72194	5	< 0.1%
0.115634	5	< 0.1%
0.565655	5	< 0.1%
0.437709	4	< 0.1%
0.561948	4	< 0.1%
0.765643	2	< 0.1%
0.544695	2	< 0.1%
0.689724	2	< 0.1%
0.42807	2	< 0.1%
Other values (4308)	4341	43.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5677	56.5%
0.0244175	1	< 0.1%
0.0244626	1	< 0.1%
0.0298842	1	< 0.1%
0.0308563	1	< 0.1%
0.0340619	1	< 0.1%
0.035546	1	< 0.1%
0.0379431	1	< 0.1%
0.0384758	1	< 0.1%
0.0406839	1	< 0.1%

Value	Count	Frequency (%)
0.929394	1	< 0.1%
0.929382	1	< 0.1%
0.92876	1	< 0.1%
0.926892	1	< 0.1%
0.926499	1	< 0.1%
0.924702	1	< 0.1%
0.922426	1	< 0.1%
0.921126	1	< 0.1%
0.918404	1	< 0.1%
0.918057	1	< 0.1%

credit_agency_2_rating
Real number (ℝ)

Distinct	9290
Distinct (%)	92.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51410476

Minimum	0
Maximum	0.855
Zeros	26
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1341016
Q1	0.391092
median	0.565413
Q3	0.664276
95-th percentile	0.7470802
Maximum	0.855
Range	0.855
Interquartile range (IQR)	0.273184

Descriptive statistics

Standard deviation	0.19115034
Coefficient of variation (CV)	0.37181203
Kurtosis	-0.25146416
Mean	0.51410476
Median Absolute Deviation (MAD)	0.119815
Skewness	-0.79728141
Sum	5166.2387
Variance	0.036538451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.285898	32	0.3%
0	26	0.3%
0.262258	15	0.1%
0.162145	14	0.1%
0.159679	14	0.1%
0.265256	12	0.1%
0.163187	11	0.1%
0.265312	9	0.1%
0.354225	9	0.1%
0.162192	9	0.1%
Other values (9280)	9898	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26	0.3%
7.36 × 10^-5	1	< 0.1%
0.000255576	1	< 0.1%
0.000262611	1	< 0.1%
0.000476216	1	< 0.1%
0.000698277	1	< 0.1%
0.00106354	1	< 0.1%
0.00120194	1	< 0.1%
0.0013404	1	< 0.1%
0.00175139	1	< 0.1%

Value	Count	Frequency (%)
0.855	1	< 0.1%
0.815114	1	< 0.1%
0.809585	1	< 0.1%
0.805674	1	< 0.1%
0.803988	1	< 0.1%
0.803422	1	< 0.1%
0.802803	1	< 0.1%
0.8028	1	< 0.1%
0.802748	1	< 0.1%
0.802089	1	< 0.1%

credit_agency_3_rating
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	640
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40925672

Minimum	0
Maximum	0.885488
Zeros	2007
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.172495
median	0.461482
Q3	0.638044
95-th percentile	0.780144
Maximum	0.885488
Range	0.885488
Interquartile range (IQR)	0.465549

Descriptive statistics

Standard deviation	0.26958743
Coefficient of variation (CV)	0.6587245
Kurtosis	-1.2234624
Mean	0.40925672
Median Absolute Deviation (MAD)	0.20917
Skewness	-0.3048167
Sum	4112.6208
Variance	0.072677382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2007	20.0%
0.626304	49	0.5%
0.694093	46	0.5%
0.67383	46	0.5%
0.7463	43	0.4%
0.000527265	41	0.4%
0.513694	40	0.4%
0.643026	40	0.4%
0.581484	40	0.4%
0.622922	39	0.4%
Other values (630)	7658	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2007	20.0%
0.000527265	41	0.4%
0.0141483	1	< 0.1%
0.0145564	1	< 0.1%
0.0230618	1	< 0.1%
0.0238884	1	< 0.1%
0.0263597	1	< 0.1%
0.0318464	1	< 0.1%
0.032748	1	< 0.1%
0.0334404	1	< 0.1%

Value	Count	Frequency (%)
0.885488	1	< 0.1%
0.88253	2	< 0.1%
0.881027	1	< 0.1%
0.880268	1	< 0.1%
0.869211	1	< 0.1%
0.865896	4	< 0.1%
0.863363	11	0.1%
0.86251	1	< 0.1%
0.861653	1	< 0.1%
0.859924	3	< 0.1%

days_credit
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6799
Distinct (%)	67.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-928.78932

Minimum	-2922
Maximum	0
Zeros	1452
Zeros (%)	14.4%
Negative	8597
Negative (%)	85.6%
Memory size	78.6 KiB

Quantile statistics

Minimum	-2922
5-th percentile	-2039.716
Q1	-1361
median	-931
Q3	-423
95-th percentile	0
Maximum	0
Range	2922
Interquartile range (IQR)	938

Descriptive statistics

Standard deviation	647.09939
Coefficient of variation (CV)	-0.69671278
Kurtosis	-0.38382204
Mean	-928.78932
Median Absolute Deviation (MAD)	463.67
Skewness	-0.33464477
Sum	-9333403.9
Variance	418737.62
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1452	14.4%
-478	8	0.1%
-337	8	0.1%
-495	7	0.1%
-1331	7	0.1%
-840	7	0.1%
-532	6	0.1%
-180	6	0.1%
-900	6	0.1%
-1318	6	0.1%
Other values (6789)	8536	84.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2922	2	< 0.1%
-2913	1	< 0.1%
-2912	1	< 0.1%
-2904	1	< 0.1%
-2900	1	< 0.1%
-2899	1	< 0.1%
-2896	1	< 0.1%
-2888	1	< 0.1%
-2881	1	< 0.1%
-2877.5	1	< 0.1%

Value	Count	Frequency (%)
0	1452	14.4%
-6	1	< 0.1%
-8	1	< 0.1%
-9	1	< 0.1%
-10	1	< 0.1%
-15	1	< 0.1%
-19	1	< 0.1%
-22	1	< 0.1%
-25	4	< 0.1%
-26	1	< 0.1%

days_credit_enddate
Real number (ℝ)

ZEROS

Distinct	7345
Distinct (%)	73.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	533.96407

Minimum	-21342
Maximum	31194
Zeros	1523
Zeros (%)	15.2%
Negative	4803
Negative (%)	47.8%
Memory size	78.6 KiB

Quantile statistics

Minimum	-21342
5-th percentile	-1478.81
Q1	-600.5
median	0
Q3	399.75
95-th percentile	5376.48
Maximum	31194
Range	52536
Interquartile range (IQR)	1000.25

Descriptive statistics

Standard deviation	2986.4045
Coefficient of variation (CV)	5.592894
Kurtosis	41.125563
Mean	533.96407
Median Absolute Deviation (MAD)	532.333
Skewness	5.3659052
Sum	5365805
Variance	8918611.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1523	15.2%
-342	6	0.1%
940	6	0.1%
-172	5	< 0.1%
-364.917	5	< 0.1%
-165	5	< 0.1%
30	5	< 0.1%
72	5	< 0.1%
645	5	< 0.1%
-610	5	< 0.1%
Other values (7335)	8479	84.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-21342	1	< 0.1%
-6821.92	1	< 0.1%
-4630.2	1	< 0.1%
-4397.13	1	< 0.1%
-4015.15	1	< 0.1%
-2787	1	< 0.1%
-2751	1	< 0.1%
-2714	1	< 0.1%
-2687	1	< 0.1%
-2640	1	< 0.1%

Value	Count	Frequency (%)
31194	1	< 0.1%
31187	1	< 0.1%
31185	1	< 0.1%
31153	1	< 0.1%
31150	1	< 0.1%
31149	1	< 0.1%
31084	1	< 0.1%
31081	1	< 0.1%
31080	1	< 0.1%
31069	1	< 0.1%

remaining_installment
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4502
Distinct (%)	44.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7222651

Minimum	0
Maximum	57.5
Zeros	556
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.65517
median	6.64286
Q3	11.48
95-th percentile	22.21904
Maximum	57.5
Range	57.5
Interquartile range (IQR)	6.82483

Descriptive statistics

Standard deviation	6.7255625
Coefficient of variation (CV)	0.77107981
Kurtosis	4.2523807
Mean	8.7222651
Median Absolute Deviation (MAD)	2.97253
Skewness	1.7360969
Sum	87650.042
Variance	45.233191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	556	5.5%
3	369	3.7%
6	314	3.1%
5	216	2.1%
4	92	0.9%
6.5	81	0.8%
5.5	76	0.8%
7	73	0.7%
12	63	0.6%
8	60	0.6%
Other values (4492)	8149	81.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	556	5.5%
0.0322581	1	< 0.1%
0.105263	1	< 0.1%
0.166667	3	< 0.1%
0.215686	1	< 0.1%
0.25	1	< 0.1%
0.265823	1	< 0.1%
0.291667	1	< 0.1%
0.3	1	< 0.1%
0.333333	1	< 0.1%

Value	Count	Frequency (%)
57.5	1	< 0.1%
51	1	< 0.1%
50.1667	1	< 0.1%
48.5	1	< 0.1%
48.3333	1	< 0.1%
48	1	< 0.1%
47.525	1	< 0.1%
47	1	< 0.1%
46.5	1	< 0.1%
45.7407	1	< 0.1%

buro_avg_amt_instalment
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9441
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17450.162

Minimum	0
Maximum	818597
Zeros	475
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1701.182
Q1	7136.96
median	11845.6
Q3	20451.6
95-th percentile	49237.24
Maximum	818597
Range	818597
Interquartile range (IQR)	13314.64

Descriptive statistics

Standard deviation	22742.857
Coefficient of variation (CV)	1.3033035
Kurtosis	277.25901
Mean	17450.162
Median Absolute Deviation (MAD)	5799
Skewness	11.342463
Sum	1.7535668 × 10⁸
Variance	5.1723756 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	475	4.7%
49114.6	5	< 0.1%
15090.5	5	< 0.1%
18982.6	5	< 0.1%
6765.98	5	< 0.1%
9059.02	5	< 0.1%
7136.96	5	< 0.1%
7910.76	4	< 0.1%
11820.6	4	< 0.1%
33917.1	4	< 0.1%
Other values (9431)	9532	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	475	4.7%
0.189	1	< 0.1%
463.974	1	< 0.1%
567.846	1	< 0.1%
880.655	1	< 0.1%
900.791	1	< 0.1%
947.13	1	< 0.1%
972.433	1	< 0.1%
984.38	1	< 0.1%
1013.57	1	< 0.1%

Value	Count	Frequency (%)
818597	1	< 0.1%
672121	1	< 0.1%
477748	1	< 0.1%
451231	1	< 0.1%
401670	1	< 0.1%
331834	1	< 0.1%
316875	1	< 0.1%
279494	1	< 0.1%
275445	1	< 0.1%
246309	1	< 0.1%

buro_max_amt_instalment
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9229
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	133648.66

Minimum	0
Maximum	3071840
Zeros	475
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2552.882
Q1	12233.7
median	30567.1
Q3	121202
95-th percentile	691000.6
Maximum	3071840
Range	3071840
Interquartile range (IQR)	108968.3

Descriptive statistics

Standard deviation	251938.95
Coefficient of variation (CV)	1.8850839
Kurtosis	14.412529
Mean	133648.66
Median Absolute Deviation (MAD)	23801.12
Skewness	3.3590579
Sum	1.3430354 × 10⁹
Variance	6.3473233 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	475	4.7%
45000	10	0.1%
20250	9	0.1%
90000	9	0.1%
6750	9	0.1%
225000	8	0.1%
36000	7	0.1%
112500	7	0.1%
180000	6	0.1%
27000	6	0.1%
Other values (9219)	9503	94.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	475	4.7%
0.225	1	< 0.1%
952.155	1	< 0.1%
1574.32	1	< 0.1%
1597.32	1	< 0.1%
1707.93	1	< 0.1%
1893.82	1	< 0.1%
1906.52	1	< 0.1%
2088.41	1	< 0.1%
2094.57	1	< 0.1%

Value	Count	Frequency (%)
3071840	1	< 0.1%
2425430	1	< 0.1%
2266320	1	< 0.1%
2211510	1	< 0.1%
2197130	1	< 0.1%
2059290	1	< 0.1%
2040610	1	< 0.1%
1989310	1	< 0.1%
1972400	1	< 0.1%
1966170	1	< 0.1%

occupation_type
Categorical

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

Laborers	4727
Sales staff	1046
Core staff	890
Managers	629
Drivers	602
Other values (15)	2155

Length

Max length	21
Median length	8
Mean length	9.4677082
Min length	1

Characters and Unicode

Total characters	95141
Distinct characters	38
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Laborers
2nd row	High skill tech staff
3rd row	Drivers
4th row	Core staff
5th row	Sales staff

Common Values

Value	Count	Frequency (%)
Laborers	4727	47.0%
Sales staff	1046	10.4%
Core staff	890	8.9%
Managers	629	6.3%
Drivers	602	6.0%
High skill tech staff	363	3.6%
0	348	3.5%
Accountants	315	3.1%
Medicine staff	264	2.6%
Security staff	208	2.1%
Other values (10)	657	6.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
laborers	4804	33.8%
staff	3254	22.9%
sales	1046	7.4%
core	890	6.3%
managers	629	4.4%
drivers	602	4.2%
high	363	2.6%
skill	363	2.6%
tech	363	2.6%
0	348	2.4%
Other values (15)	1560	11.0%

Most occurring characters

Value	Count	Frequency (%)
r	12917	13.6%
s	11304	11.9%
a	11101	11.7%
e	9784	10.3%
f	6508	6.8%
o	6440	6.8%
L	4881	5.1%
b	4848	5.1%
t	4694	4.9%
	4173	4.4%
Other values (28)	18491	19.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	80691	84.8%
Uppercase Letter	9790	10.3%
Space Separator	4173	4.4%
Decimal Number	366	0.4%
Dash Punctuation	77	0.1%
Other Punctuation	44	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	12917	16.0%
s	11304	14.0%
a	11101	13.8%
e	9784	12.1%
f	6508	8.1%
o	6440	8.0%
b	4848	6.0%
t	4694	5.8%
i	2739	3.4%
l	2092	2.6%
Other values (11)	8264	10.2%

Uppercase Letter

Value	Count	Frequency (%)
L	4881	49.9%
S	1308	13.4%
C	1208	12.3%
M	893	9.1%
D	602	6.1%
H	380	3.9%
A	315	3.2%
P	91	0.9%
W	44	0.4%
R	42	0.4%
Other values (2)	26	0.3%

Decimal Number

Value	Count	Frequency (%)
0	348	95.1%
1	18	4.9%

Space Separator

Value	Count	Frequency (%)
	4173	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	77	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	44	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	90481	95.1%
Common	4660	4.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	12917	14.3%
s	11304	12.5%
a	11101	12.3%
e	9784	10.8%
f	6508	7.2%
o	6440	7.1%
L	4881	5.4%
b	4848	5.4%
t	4694	5.2%
i	2739	3.0%
Other values (23)	15265	16.9%

Common

Value	Count	Frequency (%)
	4173	89.5%
0	348	7.5%
-	77	1.7%
/	44	0.9%
1	18	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	95141	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	12917	13.6%
s	11304	11.9%
a	11101	11.7%
e	9784	10.3%
f	6508	6.8%
o	6440	6.8%
L	4881	5.1%
b	4848	5.1%
t	4694	4.9%
	4173	4.4%
Other values (28)	18491	19.4%

organization_type
Text

Distinct	60
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

Length

Max length	22
Median length	17
Mean length	12.116828
Min length	1

Characters and Unicode

Total characters	121762
Distinct characters	52
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Other
2nd row	Trade: type 3
3rd row	Self-employed
4th row	Postal
5th row	Self-employed

Value	Count	Frequency (%)
type	3822	18.7%
business	2634	12.9%
entity	2634	12.9%
3	2384	11.7%
xna	1741	8.5%
self-employed	1286	6.3%
other	527	2.6%
2	481	2.4%
industry	474	2.3%
trade	402	2.0%
Other values (41)	4007	19.6%

Most occurring characters

Value	Count	Frequency (%)
e	13798	11.3%
	10343	8.5%
t	9367	7.7%
s	9366	7.7%
y	8512	7.0%
n	8303	6.8%
i	7328	6.0%
p	5420	4.5%
u	3803	3.1%
r	3684	3.0%
Other values (42)	41838	34.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	86143	70.7%
Uppercase Letter	18498	15.2%
Space Separator	10343	8.5%
Decimal Number	4304	3.5%
Dash Punctuation	1286	1.1%
Other Punctuation	1188	1.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	13798	16.0%
t	9367	10.9%
s	9366	10.9%
y	8512	9.9%
n	8303	9.6%
i	7328	8.5%
p	5420	6.3%
u	3803	4.4%
r	3684	4.3%
l	3260	3.8%
Other values (11)	13302	15.4%

Uppercase Letter

Value	Count	Frequency (%)
T	3363	18.2%
B	2708	14.6%
E	2682	14.5%
A	1829	9.9%
S	1804	9.8%
N	1741	9.4%
X	1741	9.4%
O	527	2.8%
I	493	2.7%
M	474	2.6%
Other values (8)	1136	6.1%

Decimal Number

Value	Count	Frequency (%)
3	2389	55.5%
2	497	11.5%
1	497	11.5%
0	294	6.8%
7	264	6.1%
4	204	4.7%
9	112	2.6%
6	25	0.6%
5	21	0.5%
8	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	10343	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1286	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	1188	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	104641	85.9%
Common	17121	14.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13798	13.2%
t	9367	9.0%
s	9366	9.0%
y	8512	8.1%
n	8303	7.9%
i	7328	7.0%
p	5420	5.2%
u	3803	3.6%
r	3684	3.5%
T	3363	3.2%
Other values (29)	31697	30.3%

Common

Value	Count	Frequency (%)
	10343	60.4%
3	2389	14.0%
-	1286	7.5%
:	1188	6.9%
2	497	2.9%
1	497	2.9%
0	294	1.7%
7	264	1.5%
4	204	1.2%
9	112	0.7%
Other values (3)	47	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	121762	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	13798	11.3%
	10343	8.5%
t	9367	7.7%
s	9366	7.7%
y	8512	7.0%
n	8303	6.8%
i	7328	6.0%
p	5420	4.5%
u	3803	3.1%
r	3684	3.0%
Other values (42)	41838	34.4%

code_gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

F	6616
M	3433

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10049
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	F
3rd row	M
4th row	F
5th row	F

Common Values

Value	Count	Frequency (%)
F	6616	65.8%
M	3433	34.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	6616	65.8%
m	3433	34.2%

Most occurring characters

Value	Count	Frequency (%)
F	6616	65.8%
M	3433	34.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10049	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	6616	65.8%
M	3433	34.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10049	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	6616	65.8%
M	3433	34.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10049	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	6616	65.8%
M	3433	34.2%

days_birth
Real number (ℝ)

HIGH CORRELATION

Distinct	7418
Distinct (%)	73.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16019.442

Minimum	7705
Maximum	25160
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	7705
5-th percentile	9379.6
Q1	12377
median	15781
Q3	19581
95-th percentile	23160.6
Maximum	25160
Range	17455
Interquartile range (IQR)	7204

Descriptive statistics

Standard deviation	4340.5368
Coefficient of variation (CV)	0.27095431
Kurtosis	-1.0307688
Mean	16019.442
Median Absolute Deviation (MAD)	3592
Skewness	0.10857922
Sum	1.6097937 × 10⁸
Variance	18840260
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13465	6	0.1%
9776	6	0.1%
18333	5	< 0.1%
17718	5	< 0.1%
20070	5	< 0.1%
17567	5	< 0.1%
15948	5	< 0.1%
14583	5	< 0.1%
8728	5	< 0.1%
12931	5	< 0.1%
Other values (7408)	9997	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7705	1	< 0.1%
7708	1	< 0.1%
7711	1	< 0.1%
7714	1	< 0.1%
7736	1	< 0.1%
7738	1	< 0.1%
7742	1	< 0.1%
7747	1	< 0.1%
7763	1	< 0.1%
7766	1	< 0.1%

Value	Count	Frequency (%)
25160	1	< 0.1%
25122	1	< 0.1%
25104	1	< 0.1%
25102	1	< 0.1%
25080	1	< 0.1%
25075	1	< 0.1%
25059	2	< 0.1%
25054	1	< 0.1%
25050	1	< 0.1%
25038	1	< 0.1%

days_id_publish
Real number (ℝ)

Distinct	4424
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2981.7757

Minimum	0
Maximum	6228
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	0
5-th percentile	368
Q1	1713
median	3221
Q3	4294
95-th percentile	4937
Maximum	6228
Range	6228
Interquartile range (IQR)	2581

Descriptive statistics

Standard deviation	1510.4789
Coefficient of variation (CV)	0.50657025
Kurtosis	-1.1209582
Mean	2981.7757
Median Absolute Deviation (MAD)	1204
Skewness	-0.32758123
Sum	29963864
Variance	2281546.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4084	10	0.1%
4400	10	0.1%
3962	9	0.1%
1168	9	0.1%
4382	9	0.1%
4126	9	0.1%
4250	9	0.1%
4109	9	0.1%
4311	9	0.1%
4498	9	0.1%
Other values (4414)	9957	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	2	< 0.1%
3	3	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	3	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
6228	1	< 0.1%
6223	1	< 0.1%
6146	1	< 0.1%
6108	1	< 0.1%
6085	2	< 0.1%
6083	1	< 0.1%
6079	1	< 0.1%
6068	1	< 0.1%
6051	1	< 0.1%
6040	1	< 0.1%

customer_since
Real number (ℝ)

Distinct	6669
Distinct (%)	66.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4979.8427

Minimum	0
Maximum	20981
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	0
5-th percentile	314.4
Q1	1993
median	4473
Q3	7477
95-th percentile	11475.4
Maximum	20981
Range	20981
Interquartile range (IQR)	5484

Descriptive statistics

Standard deviation	3539.6387
Coefficient of variation (CV)	0.71079327
Kurtosis	-0.35179612
Mean	4979.8427
Median Absolute Deviation (MAD)	2693
Skewness	0.59652032
Sum	50042439
Variance	12529042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	8	0.1%
615	8	0.1%
34	7	0.1%
777	6	0.1%
3	6	0.1%
1021	6	0.1%
6051	6	0.1%
15	6	0.1%
108	6	0.1%
4110	6	0.1%
Other values (6659)	9984	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	3	< 0.1%
2	2	< 0.1%
3	6	0.1%
4	3	< 0.1%
5	4	< 0.1%
6	1	< 0.1%
7	3	< 0.1%
10	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
20981	1	< 0.1%
17959	1	< 0.1%
17313	1	< 0.1%
17298	1	< 0.1%
17252	1	< 0.1%
17013	1	< 0.1%
16988	1	< 0.1%
16970	1	< 0.1%
16591	1	< 0.1%
16533	1	< 0.1%

annual_income
Real number (ℝ)

Distinct	31
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	348092.35

Minimum	100000
Maximum	1040000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	100000
5-th percentile	120000
Q1	220000
median	340000
Q3	460000
95-th percentile	640000
Maximum	1040000
Range	940000
Interquartile range (IQR)	240000

Descriptive statistics

Standard deviation	161078.28
Coefficient of variation (CV)	0.46274581
Kurtosis	-0.85293252
Mean	348092.35
Median Absolute Deviation (MAD)	120000
Skewness	0.31908177
Sum	3.49798 × 10⁹
Variance	2.5946211 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
420000	412	4.1%
380000	412	4.1%
460000	412	4.1%
440000	412	4.1%
400000	412	4.1%
100000	409	4.1%
140000	409	4.1%
120000	409	4.1%
280000	408	4.1%
300000	408	4.1%
Other values (21)	5946	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100000	409	4.1%
120000	409	4.1%
140000	409	4.1%
160000	408	4.1%
180000	408	4.1%
200000	408	4.1%
220000	408	4.1%
240000	408	4.1%
260000	408	4.1%
280000	408	4.1%

Value	Count	Frequency (%)
1040000	1	< 0.1%
680000	204	2.0%
660000	204	2.0%
640000	207	2.1%
620000	207	2.1%
600000	207	2.1%
580000	207	2.1%
560000	207	2.1%
540000	207	2.1%
520000	207	2.1%

days_employed
Real number (ℝ)

HIGH CORRELATION

Distinct	4281
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66560.975

Minimum	17
Maximum	365243
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.6 KiB

Quantile statistics

Minimum	17
5-th percentile	222
Q1	928
median	2228
Q3	5649
95-th percentile	365243
Maximum	365243
Range	365226
Interquartile range (IQR)	4721

Descriptive statistics

Standard deviation	138458.67
Coefficient of variation (CV)	2.080178
Kurtosis	0.86935873
Mean	66560.975
Median Absolute Deviation (MAD)	1622
Skewness	1.6934022
Sum	6.6887124 × 10⁸
Variance	1.9170804 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
365243	1777	17.7%
191	11	0.1%
203	10	0.1%
728	10	0.1%
152	10	0.1%
385	9	0.1%
570	9	0.1%
1188	9	0.1%
215	8	0.1%
1157	8	0.1%
Other values (4271)	8188	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	2	< 0.1%
22	1	< 0.1%
38	1	< 0.1%
42	1	< 0.1%
43	1	< 0.1%
53	1	< 0.1%
57	1	< 0.1%
59	2	< 0.1%
63	2	< 0.1%
65	1	< 0.1%

Value	Count	Frequency (%)
365243	1777	17.7%
15632	1	< 0.1%
15396	1	< 0.1%
14949	1	< 0.1%
14507	1	< 0.1%
14460	1	< 0.1%
14387	1	< 0.1%
14198	1	< 0.1%
13994	1	< 0.1%
13878	2	< 0.1%

name_contract_type
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

Cash loans	9094
Revolving loans	955

Length

Max length	15
Median length	10
Mean length	10.475172
Min length	10

Characters and Unicode

Total characters	105265
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cash loans
2nd row	Revolving loans
3rd row	Cash loans
4th row	Cash loans
5th row	Cash loans

Common Values

Value	Count	Frequency (%)
Cash loans	9094	90.5%
Revolving loans	955	9.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
loans	10049	50.0%
cash	9094	45.2%
revolving	955	4.8%

Most occurring characters

Value	Count	Frequency (%)
a	19143	18.2%
s	19143	18.2%
l	11004	10.5%
o	11004	10.5%
n	11004	10.5%
	10049	9.5%
C	9094	8.6%
h	9094	8.6%
v	1910	1.8%
R	955	0.9%
Other values (3)	2865	2.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	85167	80.9%
Space Separator	10049	9.5%
Uppercase Letter	10049	9.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	19143	22.5%
s	19143	22.5%
l	11004	12.9%
o	11004	12.9%
n	11004	12.9%
h	9094	10.7%
v	1910	2.2%
e	955	1.1%
i	955	1.1%
g	955	1.1%

Uppercase Letter

Value	Count	Frequency (%)
C	9094	90.5%
R	955	9.5%

Space Separator

Value	Count	Frequency (%)
	10049	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	95216	90.5%
Common	10049	9.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	19143	20.1%
s	19143	20.1%
l	11004	11.6%
o	11004	11.6%
n	11004	11.6%
C	9094	9.6%
h	9094	9.6%
v	1910	2.0%
R	955	1.0%
e	955	1.0%
Other values (2)	1910	2.0%

Common

Value	Count	Frequency (%)
	10049	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	105265	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	19143	18.2%
s	19143	18.2%
l	11004	10.5%
o	11004	10.5%
n	11004	10.5%
	10049	9.5%
C	9094	8.6%
h	9094	8.6%
v	1910	1.8%
R	955	0.9%
Other values (3)	2865	2.7%

target
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

0	9271
1	778

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10049
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9271	92.3%
1	778	7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9271	92.3%
1	778	7.7%

Most occurring characters

Value	Count	Frequency (%)
0	9271	92.3%
1	778	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10049	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9271	92.3%
1	778	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	10049	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9271	92.3%
1	778	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10049	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9271	92.3%
1	778	7.7%

Auto

Heatmap
Table

	sk_id_curr	amt_credit	amt_goods_price	credit_agency_1_rating	credit_agency_2_rating	credit_agency_3_rating	days_credit	days_credit_enddate	remaining_installment	buro_avg_amt_instalment	buro_max_amt_instalment	days_birth	days_id_publish	customer_since	annual_income	days_employed	occupation_type	code_gender	name_contract_type	target
sk_id_curr	1.000	-0.000	-0.004	0.001	0.002	-0.007	-0.002	-0.004	-0.009	-0.005	0.008	-0.001	0.013	0.010	-0.008	-0.006	0.000	0.000	0.016	0.000
amt_credit	-0.000	1.000	0.984	0.038	0.047	0.010	-0.034	0.006	0.013	0.063	0.062	0.025	0.007	0.005	0.004	0.016	0.060	0.030	0.270	0.016
amt_goods_price	-0.004	0.984	1.000	0.040	0.053	0.014	-0.035	0.004	0.009	0.062	0.059	0.024	0.008	0.003	0.004	0.016	0.063	0.046	0.237	0.000
credit_agency_1_rating	0.001	0.038	0.040	1.000	0.087	0.030	-0.061	0.015	-0.012	0.028	0.033	-0.131	-0.016	-0.073	0.002	-0.094	0.022	0.073	0.000	0.104
credit_agency_2_rating	0.002	0.047	0.053	0.087	1.000	0.083	-0.089	-0.002	0.005	0.080	0.070	0.105	0.058	0.081	-0.015	0.059	0.000	0.022	0.000	0.168
credit_agency_3_rating	-0.007	0.010	0.014	0.030	0.083	1.000	-0.534	-0.240	-0.003	0.015	0.037	0.159	0.139	0.070	0.003	0.145	0.021	0.022	0.000	0.164
days_credit	-0.002	-0.034	-0.035	-0.061	-0.089	-0.534	1.000	0.488	-0.015	-0.011	-0.053	-0.172	-0.200	-0.077	0.006	-0.137	0.000	0.008	0.023	0.116
days_credit_enddate	-0.004	0.006	0.004	0.015	-0.002	-0.240	0.488	1.000	0.026	0.008	0.022	-0.173	-0.142	-0.102	-0.013	-0.120	0.000	0.013	0.012	0.083
remaining_installment	-0.009	0.013	0.009	-0.012	0.005	-0.003	-0.015	0.026	1.000	0.433	0.510	0.133	0.017	0.047	-0.012	0.111	0.015	0.041	0.008	0.031
buro_avg_amt_instalment	-0.005	0.063	0.062	0.028	0.080	0.015	-0.011	0.008	0.433	1.000	0.767	0.078	0.006	-0.010	-0.014	0.063	0.040	0.000	0.023	0.017
buro_max_amt_instalment	0.008	0.062	0.059	0.033	0.070	0.037	-0.053	0.022	0.510	0.767	1.000	0.071	0.026	-0.016	-0.017	0.070	0.016	0.026	0.029	0.001
days_birth	-0.001	0.025	0.024	-0.131	0.105	0.159	-0.172	-0.173	0.133	0.078	0.071	1.000	0.254	0.310	-0.003	0.576	0.041	0.049	0.051	0.095
days_id_publish	0.013	0.007	0.008	-0.016	0.058	0.139	-0.200	-0.142	0.017	0.006	0.026	0.254	1.000	0.114	0.005	0.261	0.025	0.031	0.019	0.068
customer_since	0.010	0.005	0.003	-0.073	0.081	0.070	-0.077	-0.102	0.047	-0.010	-0.016	0.310	0.114	1.000	0.006	0.205	0.011	0.039	0.017	0.048
annual_income	-0.008	0.004	0.004	0.002	-0.015	0.003	0.006	-0.013	-0.012	-0.014	-0.017	-0.003	0.005	0.006	1.000	-0.016	0.016	0.000	0.010	0.000
days_employed	-0.006	0.016	0.016	-0.094	0.059	0.145	-0.137	-0.120	0.111	0.063	0.070	0.576	0.261	0.205	-0.016	1.000	0.167	0.053	0.021	0.037
occupation_type	0.000	0.060	0.063	0.022	0.000	0.021	0.000	0.000	0.015	0.040	0.016	0.041	0.025	0.011	0.016	0.167	1.000	0.455	0.054	0.000
code_gender	0.000	0.030	0.046	0.073	0.022	0.022	0.008	0.013	0.041	0.000	0.026	0.049	0.031	0.039	0.000	0.053	0.455	1.000	0.000	0.021
name_contract_type	0.016	0.270	0.237	0.000	0.000	0.000	0.023	0.012	0.008	0.023	0.029	0.051	0.019	0.017	0.010	0.021	0.054	0.000	1.000	0.004
target	0.000	0.016	0.000	0.104	0.168	0.164	0.116	0.083	0.031	0.017	0.001	0.095	0.068	0.048	0.000	0.037	0.000	0.021	0.004	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	sk_id_curr	amt_credit	amt_goods_price	credit_agency_1_rating	credit_agency_2_rating	credit_agency_3_rating	days_credit	days_credit_enddate	remaining_installment	buro_avg_amt_instalment	buro_max_amt_instalment	occupation_type	organization_type	code_gender	days_birth	days_id_publish	customer_since	annual_income	days_employed	name_contract_type	target
0	1002500	545040.0	450000.0	0.218498	0.443471	0.377404	-771.00	231.00	6.90909	13072.20	13072.2	Laborers	Other	F	11929	487	946	120000	1862	Cash loans	0
1	1002501	157500.0	157500.0	0.000000	0.447198	0.374021	-436.80	15870.50	0.00000	0.00	0.0	High skill tech staff	Trade: type 3	F	21529	4831	7078	140000	264	Revolving loans	0
2	1002502	112500.0	112500.0	0.000000	0.654592	0.000000	0.00	0.00	13.17390	12522.50	19066.5	Drivers	Self-employed	M	16605	141	7161	160000	781	Cash loans	0
3	1002503	1040460.0	868500.0	0.000000	0.617454	0.477649	-1431.63	-1065.63	12.27270	9923.91	51598.1	Core staff	Postal	F	16627	161	567	180000	2255	Cash loans	0
4	1002504	900000.0	900000.0	0.000000	0.701791	0.629674	-1265.00	-1021.00	0.00000	0.00	0.0	Sales staff	Self-employed	F	18928	2467	5507	200000	1850	Cash loans	0
5	1002505	343377.0	283500.0	0.000000	0.592295	0.436507	-695.75	8929.43	10.36730	7716.96	25180.0	Laborers	Business Entity Type 3	M	18604	2135	10710	220000	120	Cash loans	0
6	1002506	225000.0	225000.0	0.869650	0.088762	0.612704	-1224.33	-407.00	9.86792	10053.80	73984.5	Laborers	XNA	F	24559	3933	8769	240000	365243	Cash loans	0
7	1002507	284400.0	225000.0	0.000000	0.623289	0.303146	-601.50	-293.00	9.23810	24603.60	26704.8	Sales staff	Self-employed	F	13991	1675	937	260000	811	Cash loans	0
8	1002508	553806.0	495000.0	0.000000	0.479098	0.121408	-639.00	1148.50	18.63640	35905.20	566066.0	Drivers	Self-employed	M	19262	2807	7812	280000	1515	Cash loans	1
9	1002509	1350000.0	1350000.0	0.000000	0.099953	0.643026	-1295.40	-694.20	5.07692	15477.30	45709.5	Core staff	Self-employed	F	17773	1288	3738	300000	5618	Cash loans	0

	sk_id_curr	amt_credit	amt_goods_price	credit_agency_1_rating	credit_agency_2_rating	credit_agency_3_rating	days_credit	days_credit_enddate	remaining_installment	buro_avg_amt_instalment	buro_max_amt_instalment	occupation_type	organization_type	code_gender	days_birth	days_id_publish	customer_since	annual_income	days_employed	name_contract_type	target
10039	1007490	1113130.0	972000.0	0.183046	0.383464	0.399676	-518.00	3134.000	0.00000	5159.59	35776.2	Sales staff	Self-employed	M	9354	1975	477	340000	128	Cash loans	0
10040	1007491	562982.0	486000.0	0.000000	0.000000	0.000000	-337.00	-158.000	8.39130	24207.60	175101.0	0	0	F	10395	1295	3740	360000	829	Cash loans	1
10041	1007492	298512.0	270000.0	0.000000	0.668743	0.217629	-964.25	233.000	6.00000	14555.60	15341.1	Sales staff	Self-employed	F	19007	2531	9464	380000	2634	Cash loans	0
10042	1007493	651596.0	526500.0	0.580970	0.493464	0.644679	-1295.67	3606.570	22.64710	22272.60	529313.0	Core staff	Transport: type 2	F	21170	4655	8867	400000	365243	Cash loans	0
10043	1007494	1574530.0	1350000.0	0.000000	0.605657	0.706205	-1422.56	-817.444	9.86667	18539.40	28007.1	Managers	Business Entity Type 3	F	22191	4368	12062	420000	365243	Cash loans	0
10044	1007495	835380.0	675000.0	0.000000	0.418965	0.000000	0.00	0.000	2.33333	12930.40	12933.3	Laborers	Business Entity Type 1	M	16404	1492	1615	440000	4086	Cash loans	1
10045	1007496	337500.0	337500.0	0.000000	0.714034	0.549596	-953.00	-435.000	12.34210	3133.63	19125.0	Medicine staff	Medicine	F	14888	6051	6051	460000	6166	Revolving loans	0
10046	1007497	1125000.0	1125000.0	0.000000	0.225260	0.065993	-925.50	88.000	3.33333	15666.20	177224.0	Laborers	University	F	12518	354	6664	100000	990	Cash loans	0
10047	1007498	497520.0	450000.0	0.000000	0.713068	0.558507	-957.40	-466.200	7.50000	10393.30	25640.1	Laborers	Postal	F	17489	1015	4254	120000	5820	Cash loans	0
10048	1007499	180000.0	180000.0	0.775153	0.575663	0.477649	-202.00	164.000	7.15000	9759.45	39168.4	Core staff	Self-employed	M	17834	1375	10606	140000	1265	Revolving loans	0

Most frequently occurring

	sk_id_curr	amt_credit	amt_goods_price	credit_agency_1_rating	credit_agency_2_rating	credit_agency_3_rating	days_credit	days_credit_enddate	remaining_installment	buro_avg_amt_instalment	buro_max_amt_instalment	occupation_type	organization_type	code_gender	days_birth	days_id_publish	customer_since	annual_income	days_employed	name_contract_type	# duplicates
0	1000014	773681.0	679500.0	0.721940	0.642656	0.000000	0.00	0.000	5.56000	49114.60	94906.00	Laborers	Transport: type 2	F	14583	2056	615	380000	203	Cash loans	5
1	1000015	299772.0	247500.0	0.115634	0.346634	0.678568	-495.00	5441.000	7.87500	15090.50	33850.70	Laborers	Business Entity Type 2	M	8728	1368	3494	400000	1157	Cash loans	5
2	1000016	509603.0	387000.0	0.000000	0.236378	0.062103	-261.50	-32.500	4.00000	7136.96	8779.77	Drivers	Government	M	12931	3866	6392	420000	1317	Cash loans	5
3	1000017	270000.0	270000.0	0.000000	0.683513	0.000000	0.00	0.000	5.96296	9059.02	52236.20	Laborers	Construction	F	9776	2427	4143	440000	191	Revolving loans	5
4	1000018	157500.0	157500.0	0.000000	0.706428	0.556727	-337.00	940.000	15.00000	6765.98	6765.98	Laborers	Housing	F	17718	1259	8751	460000	7804	Revolving loans	5
5	1000019	544491.0	454500.0	0.000000	0.586617	0.477649	-1164.38	-364.917	7.96552	18982.60	231820.00	Core staff	Kindergarten	F	11348	3964	1021	480000	2038	Cash loans	5
6	1000020	427500.0	427500.0	0.565655	0.113375	0.000000	0.00	0.000	0.00000	0.00	0.00	Laborers	Self-employed	M	18252	1800	298	500000	4286	Revolving loans	5
7	1000021	1132570.0	927000.0	0.437709	0.233767	0.542445	-700.00	1124.000	9.75000	36369.40	376810.00	Sales staff	Trade: type 7	F	14815	2299	2299	520000	1652	Cash loans	4
8	1000022	497520.0	450000.0	0.000000	0.457143	0.358951	-679.00	899.000	8.36364	119295.00	770004.00	Sales staff	Self-employed	F	11146	2518	114	540000	4306	Cash loans	4
9	1000023	239850.0	225000.0	0.000000	0.624305	0.669057	-793.00	-278.333	5.69565	24519.30	28077.60	Laborers	XNA	F	24827	3684	9012	560000	365243	Cash loans	4

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations